{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test PG1244+026(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata15 = pd.read_csv(\"perlist15.csv\")\n",
    "    f = perdata15['f']\n",
    "    per = perdata15['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata15)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 1429.227988267415</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 276</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 4.170564642460603e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#yotqOouZIV').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-2.37961</td>\n",
       "        <td>0.223713</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-3.06106</td>\n",
       "        <td>0.469376</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>2.195</td>\n",
       "        <td>0.908486</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.534804</td>\n",
       "        <td>0.065611</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"yotqOouZIV\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -2.37961 & 0.223713 &  &  & -3.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -3.06106 & 0.469376 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 2.195 & 0.908486 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 0.534804 & 0.065611 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1429.227988267415\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,-1), limit_log_f_b=(-5,-2),limit_alpha_H=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata15 = pd.read_csv(\"perlist15.csv\")\n",
    "f = perdata15['f']\n",
    "per = perdata15['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.tick_params(labelsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 30.732002127601728\n",
      "T_SSE = 1144.7648244274626\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHsCAYAAABfQeBBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3X2cZVV95/vP1+6I4kOLLVoESKqN+NAoopZEo0EHM9KdMWIyem87Zi4alOQO5EHzBPEVMvIax2GiMXNf+MSIit5MALnjhPEakQRyTUYFqxGVFltbAe0AZSMIirFJw+/+sXfLoajqrtNd51TV6s/79Tqvc87aa6+99uJ095f9tFJVSJIkaeV7yFJ3QJIkSYvDYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNWL1UndgqTzucY+rycnJpe6GJElaiM2bu/fnPGdp+7FENm/efFtVHbq3egdssJucnGR6enqpuyFJkhYi6d4P0H+7k9y0kHqeipUkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjspBVqYmKSJCN9TUxMLvVuSpKGsHqpOyBp38zM3ATUiLeRkbYvSVpcHrGTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEaMPdgl2ZBka5JtSc6YY/lBSS7ql1+VZHJg2Zl9+dYkJw6U35jky0muTTI9nj2RJElL4oIL4Ljj4JGPhDVr4MUvho9/fN/a+vjHu/XXrOna+9mf7dof1/YX2ViDXZJVwLuAjcB64NVJ1s+qdgpwR1U9CXgncE6/7npgE3A0sAF4d9/ebv+iqo6tqqkR74YkSVoqv/d78NrXwi23wBveAL/6q/DlL8Mv/RKce+5wbZ17brfeddd17bzhDXDzzV37v/d7o9/+CKRqtE+uf8DGkucD/76qTuy/nwlQVW8bqHNZX+ezSVYDtwKHAmcM1p1V70ZgqqpuW2hfpqamanrag3tauZIw6pknIIzz7whJmlcGZsL5mZ+Bz38eDjmk+37jjfCc58Ddd8NXvwqTk3tv78Yb4alPhUc8AjZvvn+dO+6A5z4XvvEN+Mxn4PnPv3+dz3wGXvCCxdn+kJJsXsjBq3Gfij0c+PbA9+192Zx1qmoXcCewdi/rFvCpJJuTnDqCfkuSpEE33tiFrde+tgszr3gFPPaxXVB64QvhU58a3bbf/Ob7QxV0Qeq002DnTvjgBxfWxgc+0NU//fQHBrFDDoE/+qPu83vf+8B1dn9fjO2PyLiD3VwTT84+HDBfnT2t+4KqejbdKd7Tkhw/58aTU5NMJ5nesWPHQvssSZLmc8MN3VGt734Xfv3X4VWv6o6AbdwIF100mm1u2PDgso0bu/crrlhYG7vrDdPWvqwzZqvHvL3twJED348Abp6nzvb+VOwa4PY9rVtVu9+/k+RjwHHAp2dvvKrOA86D7lTsIuyPJEkHtk9/urvu7E//9P6y00/vwt5v/EYXeB79aPje9+DP/3y4tl/xCjj22AeWPfKRcNhhD6571FHd+9e+trC2t27t3p/85AcvO+yw7sjj9u3wwx/CwQd3p1n/8R8Xb/sjMu5g93ngqCTrgH+kuxni38yqcylwMvBZ4JXAFVVVSS4F/luSPwN+EjgKuDrJI4CHVNX3+88vBc4ez+5IknSAW7MGzjrrgWVTU/Ca13R3j37sY3DyyV2we8tbhmt7cvLBwW7Nmvn7Ad12FuLOO/fe3t13d/UOPnhh9YfZ/oiM9VRsf83c6cBlwPXAxVW1JcnZSV7eVzsfWJtkG/Am7r9pYgtwMfAV4JPAaVV1L/AE4B+SfBG4Gvh/q+qT49wvSZIOWM9+NjzqUQ8uf/GLu/cvfKF7n5yEquFer33t8P3JXFdu7YPdN44N295ibX8fjfuIHVX1CeATs8rOGvj8I+BV86z7VuCts8q+CTxz8XsqSZL26glPmLt8YqJ7332ka7HM197ejqjNtmYN3HZbt97atQ9eftdd3fujH/3Adhdr+yMy9mAnSZIaMjMzd/mtt3bvg6coF+Maux/8oHuG3Ozr3L7+9e59rmvm5vKUp3TB7mtfe+AjTaBr/+674YgjutOw0F1zd/jh3XV2i7H9ETHYSZKkfXfNNfD97z/4dOzf/V33/qxnde+LdY0dwCc/Ca973QPL/vqvu/cTTlhY2yecAP/rf3VtzQ5287V1wgnwkY8szvZHZKwPKF5OfECxVjofUCxpSd14I6xb132efVfs9HQXlh7xCPjWt+4/nbk/9vUBxbfd1r0e97jutdsNN8DTnuYDiiVJkn7s+OPh/e/v3s88s7vh4ed/Hu67D973vsUJdYPe9KYudB1zDLzxjd2Dgaem4Pbb4e1vf3CoOvfcLsDNnu5r3boujN5+e7f+aad17R1zTNf+7/7ug4/k/dzPDb/9MfNUrCRJ2nfr1nUzMpxxRve+c2d3p+xZZ8GJJy7+9t7xji5UnXsunHcePOQh3fZ+//fhZS8brq3f/M0uiL397fDhD3dhdP16+A//oXtEy6i3PwKeipVWKE/FSlpSu0/FnnwyfOhDo9/e7lOxB+jfSZ6KlSRJOsAY7CRJkhphsJMkSWqEN09IkqTh7Z4iTMuKR+wkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJO0BweRZOSviYnJpd5RSWqCU4pJ2oOdwOinDJqZyci3IUkHAo/YSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJIzAxMUmSkb4kSZpt9VJ3QGrRzMxNQI14K4Y7SdIDecROkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CQtAweN/Ll/ExOTS72TkjRyPsdO0jKwk1E/929mxuf+SWqfR+wkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEaMPdgl2ZBka5JtSc6YY/lBSS7ql1+VZHJg2Zl9+dYkJ85ab1WSLyT5+Oj3QpIkafkZa7BLsgp4F7ARWA+8Osn6WdVOAe6oqicB7wTO6dddD2wCjgY2AO/u29vtt4HrR7sHkiRJy9e4j9gdB2yrqm9W1T3AhcBJs+qcBFzQf74EeEmS9OUXVtXOqroB2Na3R5IjgH8FvH8M+yBJkrQsjTvYHQ58e+D79r5szjpVtQu4E1i7l3X/HPgD4L7F77IkSdLKMO5gN9cs3LNn/p6vzpzlSV4GfKeqNu9148mpSaaTTO/YsWPvvZUkSVpBxh3stgNHDnw/Arh5vjpJVgNrgNv3sO4LgJcnuZHu1O4JSf7vuTZeVedV1VRVTR166KH7vzeSJEnLyLiD3eeBo5KsS/JQupshLp1V51Lg5P7zK4Erqqr68k39XbPrgKOAq6vqzKo6oqom+/auqKpfHcfOSJIkLSerx7mxqtqV5HTgMmAV8IGq2pLkbGC6qi4Fzgc+kmQb3ZG6Tf26W5JcDHwF2AWcVlX3jrP/kiRJy1m6g2EHnqmpqZqenl7qbqhR3Y3co/6z1co2xrWdcKD+fSc1If2l9gfon+Mkm6tqam/1nHlCkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqxNiDXZINSbYm2ZbkjDmWH5Tkon75VUkmB5ad2ZdvTXJiX/awJFcn+WKSLUneMr69kSRJWj7GGuySrALeBWwE1gOvTrJ+VrVTgDuq6knAO4Fz+nXXA5uAo4ENwLv79nYCJ1TVM4FjgQ1JnjeO/ZG0khxEkpG/JiYml3pHJR3Ahgp2SS5J8otJ9jUQHgdsq6pvVtU9wIXASbPqnARc0H++BHhJkvTlF1bVzqq6AdgGHFedH/T1f6J/1T72T1KzdtL91TDa18zMTWPbI0mabdiAdijwP4HtSf5TkqcOuf7hwLcHvm/vy+asU1W7gDuBtXtaN8mqJNcC3wEur6qr5tp4klOTTCeZ3rFjx5BdlyRJWt6GCnZV9SLgKOD9wP8ObEnymSSvT/KoBTSRuZpdYJ15162qe6vqWOAI4LgkT5+n/+dV1VRVTR166KEL6K4kSdLKMfQp1f406llVtQ54Kd0p0XcCtyS5IMmL97D6duDIge9HADfPVyfJamANcPtC1q2q7wF/R3cNniRJ0gFlf2+e+BxwJbAVOBg4AbgiybVJnjVH/c8DRyVZl+ShdDdDXDqrzqXAyf3nVwJXVFX15Zv6u2bX0R05vDrJoUkeA5Dk4cAvAF/dz/2SJElacfYp2CV5UZIPArcC7wCuBp5bVUcCTwe+C3x49nr9NXOnA5cB1wMXV9WWJGcneXlf7XxgbZJtwJuAM/p1twAXA18BPgmcVlX3AocBVyb5El1wvLyqPr4v+yVJkrSSpTsYtsDKyR8DrwUmgb+nC2Efraofzar3c8DfV9WqRevpIpuamqrp6eml7oYa1d3IPeqbs1vZxri2M759GebvVUkLlP5S+wP0z1eSzVU1tbd6q4ds9zfoHkXygaratod6XwV+bci2JUmStB+GDXY/1Z/+3KOqup37n0UnSZKkMRj2Grt7khw314Ikz0my19AnSZKk0Rg22M31LLndfgLYtR99kSRJ0n7Y66nYJD9Fd7PEbs9K8rBZ1R5G94iSGxava9Lim5iYdMonSVKzFnKN3euAP+H+yRDfM0+9fwJev0j9kkaiC3XjustTkqTxWkiwezdwCd2/VF8CXtO/D7oH+FZV7Vzc7kmSJGmh9hrsqmoHsAOgn/Hhlqq6Z9QdkyRJ0nAWco3dwVX1w/7rDmB1P4frnAbqSpIkaYwWcir2+0meX1VXAz9g7xcoLdvZJiRJklq2kGD3a8A3Bj4fmHN5SJIkLXMLucbugoHPHxppbyRJkrTPhppSrL+2btXg3a9JXgqsBz5dVdcscv8kSZK0QMPOFXsRcCfdKVmS/Bbw58BOYFWSX6mqjy9uFyVJkrQQw04p9jzgEwPffx94R1U9HHg/8ObF6pgkSZKGM2ywWwvcCpDkGcBPAu/tl32U7pSsJEmSlsCwwW6G++eN3QDcVFW775h9OHDfIvVLkiRJQxr2GruPAuckeSbdHLLnDix7FvD1xeqYJEmShjNssDsDuAt4LvAe4G0Dy55Dd3OFJEmSlsBQwa6qdgFnz7PsVxalR5IkSdonwx6x+7H+mXYPnV3uXLGSJElLY6ibJ5I8Osm5SW4GfgR8f46XJEmSlsCwR+zeB7yM7pl1XwHuWfQeSZIkaZ8MG+xOBN5YVe8fRWckSZK074Z9jt3dwPZRdESSJEn7Z9hg9w7g3yUZdj1JkiSN2LCnYg8HnglsTXIl8L1Zy6uq/nBReiZJkqShDBvsXkk3bdhq4F/OsbwAg50kSdISGPYBxetG1RFJkiTtH6+VkyRJasTQwS7JMUkuSvKNJDuTPLsvf2uSjYvfRUmSJC3EsDNPbAQ2AxPAh4GfGFi8E/jNxeuaJEmShjHsEbu3AR+qqhcBb5217Frg2EXplSRJkoY2bLB7KnBR/7lmLbsLeOx+90iSJEn7ZNhg9x3gifMsOxr41v51R5IkSftq2GB3IXB2khcOlFWSJ9M9v+4vFq1nkiRJGsqwDyj+Y2A98Gnglr7sr+hupvgU8B8Xr2uSJEkaxrAPKN4JvCzJCcAvAI8Dbgf+tqouH0H/JEmStEALDnZJQjeN2POAJ/TF24HPAn+z+F2TJEnSMBYU7JI8i+5u2J8B7gVuAwKsBVYBX0+yqaquHVVHJUmStGd7vXkiyROAy4B/An4ReGRV/WRVHQY8CngZcA9wWZLHj7KzkiRJmt9C7or9TbpQ9/NVdVlV3bN7QVXtrKq/Bo7v65w+mm5KkiRpbxYS7F4KvLuq7pqvQlV9D3gPsGGxOiZJkqThLCTYPQm4ZgH1Nvd1JUmStAQWEuzWAHcuoN73gUfvX3ckSZK0rxYS7MKD54XdU11JkiQtgYU+x+6yJLsWqS1JkiSNwELC2FtG3gtJkiTtt70Gu6oy2EmSJK0AC7nGTpIkSSuAwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0laVAeRZKSviYnJpd5JScvUXueKlSQNYydQI93CzExG2r6klcsjdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNWLswS7JhiRbk2xLcsYcyw9KclG//KokkwPLzuzLtyY5sS87MsmVSa5PsiXJb49vbyRJkpaPsQa7JKuAdwEbgfXAq5Osn1XtFOCOqnoS8E7gnH7d9cAm4GhgA/Duvr1dwO9W1dOA5wGnzdGmJElS88Z9xO44YFtVfbOq7gEuBE6aVeck4IL+8yXAS5KkL7+wqnZW1Q3ANuC4qrqlqq4BqKrvA9cDh49hXyRJkpaVcQe7w4FvD3zfzoND2I/rVNUu4E5g7ULW7U/bPgu4ahH7LEmStCKMO9hljrJaYJ09rpvkkcD/A/xOVd0158aTU5NMJ5nesWPHArssSZK0Mow72G0Hjhz4fgRw83x1kqwG1gC372ndJD9BF+r+oqr++3wbr6rzqmqqqqYOPfTQ/dwVSZKk5WXcwe7zwFFJ1iV5KN3NEJfOqnMpcHL/+ZXAFVVVffmm/q7ZdcBRwNX99XfnA9dX1Z+NZS8kSZKWodXj3FhV7UpyOnAZsAr4QFVtSXI2MF1Vl9KFtI8k2UZ3pG5Tv+6WJBcDX6G7E/a0qro3yQuBfwt8Ocm1/ab+qKo+Mc59kyRJWmrpDoYdeKampmp6enqpu6Ex6w7wjuM3P47ttLKNcW2nrX05UP/u1gEs/aX2B+hvP8nmqpraWz1nnpAkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7LRsTExMkmSkL0mSWrZ6qTsg7TYzcxPjmQhekqQ2ecROkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOklacg0gy0tfExORS76SkfbB6qTsgSRrWTqBGuoWZmYy0fUmj4RE7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRYw92STYk2ZpkW5Iz5lh+UJKL+uVXJZkcWHZmX741yYkD5R9I8p0k141nLyRJkpafsQa7JKuAdwEbgfXAq5Osn1XtFOCOqnoS8E7gnH7d9cAm4GhgA/Duvj2AD/VlkiRJB6xxH7E7DthWVd+sqnuAC4GTZtU5Cbig/3wJ8JIk6csvrKqdVXUDsK1vj6r6NHD7OHZAkiRpuRp3sDsc+PbA9+192Zx1qmoXcCewdoHrSpIkHbDGHewyR1ktsM5C1t3zxpNTk0wnmd6xY8cwq0qSJC174w5224EjB74fAdw8X50kq4E1dKdZF7LuHlXVeVU1VVVThx566JBdlyRJWt7GHew+DxyVZF2Sh9LdDHHprDqXAif3n18JXFFV1Zdv6u+aXQccBVw9pn5LkiQte2MNdv01c6cDlwHXAxdX1ZYkZyd5eV/tfGBtkm3Am4Az+nW3ABcDXwE+CZxWVfcCJPlL4LPAU5JsT3LKOPdLkiRpOUh3MOzAMzU1VdPT00vdDQ3obn4e9e9xHNsY13Za2ca4tuO+DLuNA/XfBy1T6S+1P0B/l0k2V9XU3uo584QkSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0maw0EkGflrYmJyqXdUasrqpe6AJGk52sk4Hug8M5ORb0M6kHjETpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbDTgkxMTI78QaWSJGn/+IBiLcjMzE2M/mGlhjtJkvaHR+wkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkrSEDiLJSF8TE5NLvZPS2Kxe6g5Ikg5kO4Ea6RZmZjLS9qXlxCN2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHYr3MTE5Mif2p74cE9JklYCZ55Y4WZmbmLUT23vGO4kSVruPGInSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpKkxh008md9TkxMLvVOSoDPsZMkNW8no37e58zMw8byMPcnPOGnufXWG0e+Ha1cBjtJkvbb6MMjwMyMD4vXnnkqVpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBrsRmpiYHPmzkyRJknbzcScjNDNzE6O//d1wJ0mSOmM/YpdkQ5KtSbYlOWOO5QcluahfflWSyYFlZ/blW5OcuNA2JUmSDgRjDXZJVgHvAjYC64FXJ1k/q9opwB1V9STgncA5/brrgU3A0cAG4N1JVi2wTUmSpOaN+4jdccC2qvpmVd0DXAicNKvOScAF/edLgJeku5jsJODCqtpZVTcA2/r2FtKmJEkNGP28t6tWPcK5dVewcV9jdzjw7YHv24Gfna9OVe1Kciewti//3Kx1D+8/761NAJKcCpzaf/1Bkq37sA9DGvk1cI+D3DbqjXTGcT3fkm3jccAij2PT4zWX/RzDZbUvS7mdBY6j47UXs8axpfEarfvu++HujyP4e7EzM3PTvt8AuPJuHFyscfzphVQad7Cb67/G7LsL5qszX/lcRx3nvGOhqs4DzttTB1eaJNNVNbXU/VjpHMf95xguDsdxcTiO+88xXBzjHsdxn4rdDhw58P0I4Ob56iRZDawBbt/DugtpU5IkqXnjDnafB45Ksi7JQ+luhrh0Vp1LgZP7z68Erqiq6ss39XfNrgOOAq5eYJuSJEnNG+up2P6audOBy4BVwAeqakuSs4HpqroUOB/4SJJtdEfqNvXrbklyMfAVYBdwWlXdCzBXm+PcryXW1KnlJeQ47j/HcHE4jovDcdx/juHiGOs4pjsYJkmSpJXOKcUkSZIaYbCTJElqhMFuBUjymCSXJPlqkuuTPD/JY5NcnuTr/fshfd0k+b/66dW+lOTZS93/pZbkKUmuHXjdleR3HMPhJXljki1Jrkvyl0ke1t+4dFU/jhf1NzHtcXrAA1mS3+7Hb0uS3+nL/C3uRZIPJPlOkusGyoYetyQn9/W/nuTkubbVsnnG8VX97/G+JFOz6juV5yzzjOGf9v9GfynJx5I8ZmDZeMewqnwt8xfdTByv7z8/FHgM8J+BM/qyM4Bz+s+/CPw13XP/ngdctdT9X04vuhtsbqV70KNjONzYHQ7cADy8/34x8Nr+fVNf9l7g/+w//zvgvf3nTcBFS70PS/0Cng5cBxxMd/Pa39Dd4e9vce9jdzzwbOC6gbKhxg14LPDN/v2Q/vMhS71vy2AcnwY8Bfg7YGqgfD3wReAgYB3wjf7v0FX95yf2/yZ9EVi/1Pu2xGP4UmB1//mcgd/i2MfQI3bLXJJH0/2Izgeoqnuq6ns8cOq1C4BX9J9PAj5cnc8Bj0ly2Ji7vZy9BPhGVd2EY7gvVgMPT/eMyYOBW4AT6KYrZ68aAAAHgElEQVT/gweP41zTAx7IngZ8rqp+WFW7gP8P+GX8Le5VVX2a7kkJg4YdtxOBy6vq9qq6A7icbu7xA8Zc41hV11fVXDMxOZXnHOYZw0/1f6ahmyXriP7z2MfQYLf8PRHYAXwwyReSvD/JI4AnVNUtAP374/v6c03bdjjabRPwl/1nx3AIVfWPwNuBb9EFujuBzcD3Bv5CGxyrB0wP2NdfO84+L0PXAccnWZvkYLojS0fib3FfDTtujudwHMd982t0R4xhCcbQYLf8raY75PueqnoWcDfdKYf5LGTatgNSf+3Xy4GP7q3qHGUH/Bj21y+dRHc64SeBRwAb56i6e6wcx1mq6nq60zSXA5+kO/2yaw+rOIb7ZtipKTU3x3FISd5M92f6L3YXzVFtpGNosFv+tgPbq+qq/vsldEFvZvcpmf79OwP1nWJtbhuBa6pqpv/uGA7nF4AbqmpHVf0z8N+Bn6M7zbX7YeeDYzXf9IAHtKo6v6qeXVXH043H1/G3uK+GHTfHcziO4xD6m3FeBrym+gvsWIIxNNgtc1V1K/DtJE/pi15CN/vG4NRrJwN/1X++FPg/+rvCngfcuftUhXg195+GBcdwWN8Cnpfk4P5aud2/xSvppv+DB4/jXNMDHtCSPL5//yngV+h+k/4W982w43YZ8NIkh/RHoF/al2luTuW5QEk2AH8IvLyqfjiwaPxjuNR3l/ha0B04xwLTwJeA/0F3N9da4G/p/m//b4HH9nUDvIvubpsvM3CH04H8orvQ/7vAmoEyx3D4cXwL8FW6a8U+Qnen1xP7v6i20Z3mPqiv+7D++7Z++ROXuv/L4QX8PV0g/iLwkr7M3+Lex+0v6a7t/Ge6ox2n7Mu40V3/tK1/vW6p92uZjOMv9593AjPAZQP139yP41Zg40D5LwJf65e9ean3axmM4Ta6a+au7V/vXaoxdEoxSZKkRngqVpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkLTtJfjZJ7eV1X5JHLnVfAZI8Ocm/7x80uijrJjklyZ0Ds3qMpR1JK5vPsZO07CR5LPDkgaLfopuq56UDZf9cVZvH2rF5JPltugeMPn6vlRe4bj8zxaOr6rpxtiNpZfP/4CQtO1V1O/C53d+T/DFwXVV9bv61ltQxdLNxLNq6VfWtJWpH0grmqVhJK8Ez2PfgtN+SbEjyD0m+l+SuJNNJ/mW/bAfdNFX/YuA08Qn9stck+XSS25L8IMlnkzx/oN05103ykCR3J3n9/vRhnnZWJXljki8l+VGSW5L8RT//r6QVziN2kpa1JGuAI+nm/FyK7b+Ybo7mtwFn0c07/EJgVx+Gfgm4EngH8PF+tWv796OBC4Ab6ObVfQPwP5IcSTfP5HzrPrHfzpf3sw+z23kIcAnwYuA/AZvpxnZjeV2O1ASvsZO0rCV5AfAPwAlVdeUSbP+/0k0u/6/nWT5JF9yev6dTxf3NCz8DfBVYX1XXz7dukl8BPkp3bdzd+9qHOdr5XeAtwHOr6voFDYCkFcVTsZKWu6f37w86YpfkMUnel2Rzkq8k+XKSY+Yr79f55STfTXLtwOu39rD9fwJOTPI7SSbmWH4MUMw6VZzk4Un+oN/23XRH6L7aL/7hntalO/X8zaq6e3/6MNhOf7TuD4BzDXVSuzwVK2m5ewYwU1W3zbHsvwLTVfXr8OMjV3cA75+nHOBYunDzJwvc/h/T/U/wWcA7kvwN8Kaq2tIvP4YuPP1g9wr96dFPAEcBf0YXSu+guw7uZODb8607sM9f2p8+zNHOMcDjgY8tcL8lrUAesZO03D2d+a+vOxG4fPeXqrqxqu7cQzl0we4LC914Vd1ZVacDhwIb6cLa+QNVjgG+OGu14+muY/vXVfVnVXV5VU0DTwO+XFX37WHd3eU/3ud97MPsdg7r32+Zf28lrXQGO0nL3dOZ/47Y/wlcmeS/Jfnf+tONeyqHLti9deA07AcX0omqureqPgVcBqwaWPRU7j/FutsR/fvXdhck2UAX9gYD2IPWTfJwumvxBo/YDd2HOdq5tX9/2pw7KKkJnoqVtGwlOQxYyzxH7KrqNUmeDfwrulOeLwJOm688ySHAo6rqpxe4/fcBu+juOP0u8PPAKcCpA9XuAo5PcjxwD3AVcA1wH/BfklwAPJfuFGzxwGA317pH0/1P95f2sw8PaIduDLcA70lyFnAzsB44sqr+cCHjIWn5M9hJWs6e0b/P+wy7qroGuCbJLcDr9lJ+LDDMjQNbgU3Aa+hC0hbgVVX1VwN1zgDeB/wt8N2qmgCuT3Ia8CfAScAn6R518vc8MNg9aN0kzwDuBr6xP32Y3U5V7UryS8DbgXfSPQbl63SPPZHUCB93ImlFSrIRuLKqfpTkYOAiutkqrpmrvKremuSNwNFV9fr5W5aklctr7CStVK8AtiT5IvAZutOPb9tDOcAzgZfNetTJi5ag75I0Eh6xkyRJaoRH7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGvH/A1OifLSCJ1sRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < -1 and -6 < log_f_b < -2 and 1.0 < alpha_H < 6.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 1177.4 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -2.30527_{-0.17298} ^{+0.32731}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -3.23482_{-0.98948} ^{+0.36656}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 1.93060_{-0.37351} ^{+0.77520}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 0.52183_{-0.05348} ^{+0.04632}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata15 = pd.read_csv(\"perlist15.csv\")\n",
    "    f = perdata15['f']\n",
    "    per = perdata15['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata15)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 1429.8826989597626</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 139</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 5.380755458759992e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#QoFSMSkeej').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-3.91928</td>\n",
       "        <td>0.288092</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.38986</td>\n",
       "        <td>0.0897503</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.457403</td>\n",
       "        <td>0.0413137</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"QoFSMSkeej\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -3.91928 & 0.288092 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.38986 & 0.0897503 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.457403 & 0.0413137 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1429.8826989597626\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#EzqJzMseRx').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-3.91928</td>\n",
       "        <td>0.288092</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.38986</td>\n",
       "        <td>0.0897503</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.457403</td>\n",
       "        <td>0.0413137</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"EzqJzMseRx\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -3.91928 & 0.288092 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.38986 & 0.0897503 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.457403 & 0.0413137 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 30.607954981255887\n",
      "T_SSE = 1134.3108549011417\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 798.2 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x504 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log_A} = -3.9495384_{-0.3051484}^{+0.2738682}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha} = 1.3994261_{-0.0860862}^{+0.0951669}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 0.4608653_{-0.0416683}^{+0.0409456}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 547.2x547.2 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6547106923476349\n"
     ]
    }
   ],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.3f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.2,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
